Psychological measure on fish catches and its application to optimization criterion for machine-learning-based predictors

研究成果: Conference contribution

抄録

Psychological fish catches are designed and successfully applied to an optimization criterion for machine-learning-based predictors. In automatic fish catch prediction, prediction errors allowed by fishery workers differ depending on fish catches. Such error tolerance has not been considered both in evaluating prediction results and in training predictors. In the present study, the investigation of fishermen's tolerance in prediction errors using a psychophysics method and subsequently reflecting it in constructing a psychological measure on fish catches is performed. In addition, the psychological measure obtained is exploited in the optimization of fish catch prediction models to provide forecasts intuitive to fishery workers.

本文言語English
ホスト出版物のタイトルOCEANS 2019 - Marseille, OCEANS Marseille 2019
出版社Institute of Electrical and Electronics Engineers Inc.
ISBN(電子版)9781728114507
DOI
出版ステータスPublished - 2019 6月
イベント2019 OCEANS - Marseille, OCEANS Marseille 2019 - Marseille, France
継続期間: 2019 6月 172019 6月 20

出版物シリーズ

名前OCEANS 2019 - Marseille, OCEANS Marseille 2019
2019-June

Conference

Conference2019 OCEANS - Marseille, OCEANS Marseille 2019
国/地域France
CityMarseille
Period19/6/1719/6/20

ASJC Scopus subject areas

  • 海洋学
  • 自動車工学
  • 管理、モニタリング、政策と法律
  • 水の科学と技術
  • 器械工学

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